{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize the slumbot bot results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import joblib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot(filename, title):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    raw_results = joblib.load(f\"../results/{filename}_raw.joblib\")\n",
    "    baseline_results = joblib.load(f\"../results/{filename}_baseline.joblib\")\n",
    "    raw_results = raw_results[:10000] # only plot first 10000 hands\n",
    "    baseline_results = baseline_results[:10000]\n",
    "    raw_results = np.array(raw_results, dtype=np.float64)\n",
    "    baseline_results = np.array(baseline_results, dtype=np.float64)\n",
    "    raw_results /= 10000.0 # convert in terms of BB/100\n",
    "    baseline_results /= 10000.0 # convert in terms of BB/100\n",
    "    plt.plot(raw_results)\n",
    "    plt.plot(baseline_results)\n",
    "    plt.legend([\"Raw BB/100\", \"Baseline BB/100\"])\n",
    "    plt.title(title + f\" (Raw {str(raw_results[-1])} BB/100)\")\n",
    "    plt.xlabel(\"Number of hands\")\n",
    "    plt.ylabel(\"Earnings (BB/100)\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot('slumbot_strategy_0_all-in', \"Strategy 0: All-in\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot('slumbot_strategy_1_calling_station', \"Strategy 1: Calling Station\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot('slumbot_strategy_2_dumb_equity', \"Strategy 2: Dumb Equity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot('slumbot_strategy_3_smart_equity', \"Strategy 3: Smart Equity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot('../results/heuristics_slumbot_strategy_4_cfr_abstraction', \"Strategy 4: CFR (Preflop using Heuristics)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot('../results/slumbot_strategy_4_cfr_abstraction', \"Strategy 4: CFR with Abstraction\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
